Semarize
Professional ServicesDelivery & account teams

Turn client delivery calls into structured delivery signals

Scope creep, margin risk, and follow-on work all get spoken in delivery calls before they ever reach a system. Semarize reads those conversations and returns typed signals your delivery and account teams can act on, so the warning lands while you can still do something about it.

ScopeEngagement healthExpansion
SClient Delivery Kitkit run

Kit

Client Delivery Kit

Structured signals from a client conversation

scope_change_requestedboolean
new_dependencycategory
engagement_healthscore
blockercategory
expansion_intentboolean

Output

{

"scope_change_requested": true,

"new_dependency": "legal review",

"engagement_health": 42,

"blocker": "data access",

"expansion_intent": true

}

The problem

The margin leaks in conversations no one reviews

Consulting and delivery work runs on conversations. Requirements shift in a status call, a blocker gets mentioned in passing, a client hints at follow-on work. Then the call ends, the notes are thin, and the signal is gone until it shows up as an overrun or a missed renewal.

Scope creep absorbs your margin

New requirements and dependencies get agreed verbally long before the statement of work catches up. By the time anyone notices, delivery has already eaten the cost instead of raising a change order.

Risk shows up late on the financials

An engagement turns red on the burn report weeks after the warning was first said out loud. Delivery leads are reacting to numbers instead of the conversations that produced them.

Notes are thin and inconsistent

Every consultant writes up a call differently, if they write it up at all. There is no shared, comparable record of what each client actually asked for or how the relationship is tracking.

Follow-on work quietly slips away

Adjacent problems and new teams surface naturally while you deliver, then get forgotten. The account lead never hears about the warm expansion signal until the moment has passed.

Professional services examples

Client conversations, turned into delivery signals

The same API reads scope, engagement health, and expansion signals out of delivery and account calls, then sends typed fields into the systems your teams already run on.

01 / Scope

Catch scope creep while you can still re-paper it

New requirements, dependencies, and timeline shifts get agreed in delivery calls long before the statement of work catches up. Semarize compares what's being asked against the SOW and flags the drift, so delivery leads can raise a change order instead of absorbing the cost.

scope_change_requested = truenew_dependency = "legal review"timeline_risk = "high"sow_aligned = false
Track structured signals

02 / Engagement health

See which engagements are heading over budget

By the time a project shows red on the financials, the warning was already in the room. Semarize reads delivery calls for burn signals, blocker dependencies, change-orders, and client sentiment, and rolls them into an engagement-health view your delivery leadership can act on.

burn_signal = "high"blocker = "data access"change_order_likely = trueclient_sentiment = "cooling"
Review sales examples

03 / Expansion

Find follow-on work inside delivery conversations

Adjacent problems and new teams surface naturally while you deliver, then get forgotten. Semarize extracts those expansion signals and the sentiment around renewal, and routes them to the account lead while the relationship is warm.

adjacent_problem = "finance ops reporting"new_team_mentioned = "finance ops"renewal_sentiment = "positive"expansion_intent = true
Explore account signals

How it works

How Semarize turns delivery conversations into structured signals

Send the client calls, status meetings, and transcripts you already capture. A reusable Kit evaluates the signals that matter for delivery and returns typed fields ready for your systems.

  1. Step 1

    Conversation captured

    Delivery calls, status meetings, account reviews, and transcripts are sent through the API.

  2. Step 2

    Client Delivery Kit runs

    Bricks evaluate scope drift, engagement health, blockers, and expansion signals in one pass.

  3. Step 3

    Signals extracted

    Scores, flags, categories, and extracted values come back in the same schema every run.

  4. Step 4

    Evidence attached

    Each field carries quote-level evidence and confidence, so delivery leads can review fast.

  5. Step 5

    Systems updated

    Typed fields feed your PSA, CRM, BI, and the alerts your delivery and account teams watch.

Example Bricks

The delivery signals Semarize returns

Each Brick evaluates one field, score, flag, or extracted value with confidence and evidence. Bundle Bricks into reusable Kits for the delivery and account workflows your firm runs.

Scope

scope_change_requested
boolean

Did the client ask for work outside the current statement of work?

true
new_dependency
category

Capture a newly introduced dependency that the SOW did not account for.

"legal review"

Engagement health

engagement_health
score

Roll burn, blockers, change-order risk, and sentiment into one health score.

42
blocker
category

Extract the dependency or obstacle slowing the engagement down.

"data access"

Expansion

adjacent_problem
category

Capture an adjacent need the client raised during delivery.

"finance ops reporting"
renewal_sentiment
category

Classify how the client feels about renewing the engagement.

"positive"

Example output

Structured signals, not meeting notes

The same schema comes back every run: typed values, confidence, reasons, and evidence spans tied to the delivery call they came from.

Client Delivery Kit returned

System-ready fields for PSA, CRM, BI, and delivery alerts

Scope Change Requested
true
New Dependency
legal review
Engagement Health
42 / 100
Blocker
data access
Change Order Likely
true
Renewal Sentiment
positive
Client delivery evaluation
{
  "scope_change_requested": true,
  "new_dependency": "legal review",
  "timeline_risk": "high",
  "sow_aligned": false,
  "engagement_health": 42,
  "blocker": "data access",
  "change_order_likely": true,
  "client_sentiment": "cooling",
  "adjacent_problem": "finance ops reporting",
  "renewal_sentiment": "positive",
  "expansion_intent": true,
  "evidence": {
    "field": "new_dependency",
    "quote": "we'll need legal to review before we can sign off",
    "confidence": 0.94
  }
}

The difference

Why a call summary is not enough for delivery teams

A summary helps one person read one call after the fact. Delivery and account teams need fields they can query, compare, route, and audit across every engagement.

Meeting summaries

Written for a person to skim later
Inconsistent across consultants and calls
Hard to compare across engagements and accounts
Weak evidence when a change order is disputed
Do not update your PSA or CRM automatically

Structured delivery signals

Typed scores, flags, and extracted values
Same schema on every run
Queryable across every engagement
Evidence-backed and reviewable
Ready for PSA, CRM, BI, and delivery alerts

FAQ

Delivery conversation intelligence, answered

How Semarize evaluates professional services and consulting conversations and returns structured fields for delivery and account systems.

Semarize reads delivery and account calls for signals like scope changes, new dependencies, engagement health, blockers, change-order risk, client sentiment, and expansion intent, plus any custom fields you define as Bricks.

Get started

Stop letting delivery margin leak into untracked calls

Run your delivery and account conversations through a Client Delivery Kit and get back the scope, health, and expansion signals your teams need while they can still act on them.

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